Profiling Report

Dataset statistics

Number of variables	18
Number of observations	1300
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	182.9 KiB
Average record size in memory	144.1 B

Variable types

Numeric	13
Categorical	5

Alerts

`id` is highly overall correlated with `Покупательская активность` and 1 other fields	High correlation
`Время_в_предыдущем_месяце_мин` is highly overall correlated with `Покупательская активность`	High correlation
`Выручка_предыдущий_месяц` is highly overall correlated with `Выручка_текущий_месяц`	High correlation
`Выручка_текущий_месяц` is highly overall correlated with `Выручка_предыдущий_месяц`	High correlation
`Покупательская активность` is highly overall correlated with `id` and 2 other fields	High correlation
`Страниц_за_визит` is highly overall correlated with `id` and 1 other fields	High correlation
`Выручка_текущий_месяц` is highly skewed (γ1 = 31.77724825)	Skewed
`id` is uniformly distributed	Uniform
`id` has unique values	Unique
`Неоплаченные_продукты_штук_квартал` has 116 (8.9%) zeros	Zeros
`Ошибка_сервиса` has 17 (1.3%) zeros	Zeros

Reproduction

Analysis started	2024-12-18 21:35:18.296664
Analysis finished	2024-12-18 21:36:29.467107
Duration	1 minute and 11.17 seconds
Software version	ydata-profiling vv4.12.1
Download configuration	config.json

id
Real number (ℝ)

High correlation Uniform Unique

Distinct	1300
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	215997.5

Minimum	215348
Maximum	216647
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.3 KiB

Quantile statistics

Minimum	215348
5-th percentile	215412.95
Q1	215672.75
median	215997.5
Q3	216322.25
95-th percentile	216582.05
Maximum	216647
Range	1299
Interquartile range (IQR)	649.5

Descriptive statistics

Standard deviation	375.42198
Coefficient of variation (CV)	0.0017380849
Kurtosis	-1.2
Mean	215997.5
Median Absolute Deviation (MAD)	325
Skewness	0
Sum	2.8079675 × 10⁸
Variance	140941.67
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
215348	1	0.1%
216202	1	0.1%
216220	1	0.1%
216219	1	0.1%
216218	1	0.1%
216217	1	0.1%
216216	1	0.1%
216215	1	0.1%
216214	1	0.1%
216213	1	0.1%
Other values (1290)	1290	99.2%

Value	Count	Frequency (%)
215348	1	0.1%
215349	1	0.1%
215350	1	0.1%
215351	1	0.1%
215352	1	0.1%
215353	1	0.1%
215354	1	0.1%
215355	1	0.1%
215356	1	0.1%
215357	1	0.1%

Value	Count	Frequency (%)
216647	1	0.1%
216646	1	0.1%
216645	1	0.1%
216644	1	0.1%
216643	1	0.1%
216642	1	0.1%
216641	1	0.1%
216640	1	0.1%
216639	1	0.1%
216638	1	0.1%

Покупательская активность
Categorical

High correlation

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	10.3 KiB

Прежний уровень	802
Снизилась	498

Length

Max length	15
Median length	15
Mean length	12.701538
Min length	9

Characters and Unicode

Total characters	16512
Distinct characters	17
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Снизилась
2nd row	Снизилась
3rd row	Снизилась
4th row	Снизилась
5th row	Снизилась

Common Values

Value	Count	Frequency (%)
Прежний уровень	802	61.7%
Снизилась	498	38.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
прежний	802	38.2%
уровень	802	38.2%
снизилась	498	23.7%

Most occurring characters

Value	Count	Frequency (%)
н	2102	12.7%
и	1798	10.9%
р	1604	9.7%
е	1604	9.7%
ь	1300	7.9%
П	802	4.9%
в	802	4.9%
о	802	4.9%
у	802	4.9%
	802	4.9%
Other values (7)	4094	24.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	16512	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
н	2102	12.7%
и	1798	10.9%
р	1604	9.7%
е	1604	9.7%
ь	1300	7.9%
П	802	4.9%
в	802	4.9%
о	802	4.9%
у	802	4.9%
	802	4.9%
Other values (7)	4094	24.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	16512	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
н	2102	12.7%
и	1798	10.9%
р	1604	9.7%
е	1604	9.7%
ь	1300	7.9%
П	802	4.9%
в	802	4.9%
о	802	4.9%
у	802	4.9%
	802	4.9%
Other values (7)	4094	24.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	16512	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
н	2102	12.7%
и	1798	10.9%
р	1604	9.7%
е	1604	9.7%
ь	1300	7.9%
П	802	4.9%
в	802	4.9%
о	802	4.9%
у	802	4.9%
	802	4.9%
Other values (7)	4094	24.8%

Тип сервиса
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	10.3 KiB

стандарт	924
премиум	376

Length

Max length	8
Median length	8
Mean length	7.7107692
Min length	7

Characters and Unicode

Total characters	10024
Distinct characters	11
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	премиум
2nd row	премиум
3rd row	стандарт
4th row	стандарт
5th row	стандарт

Common Values

Value	Count	Frequency (%)
стандарт	924	71.1%
премиум	376	28.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
стандарт	924	71.1%
премиум	376	28.9%

Most occurring characters

Value	Count	Frequency (%)
т	1848	18.4%
а	1848	18.4%
р	1300	13.0%
с	924	9.2%
н	924	9.2%
д	924	9.2%
м	752	7.5%
п	376	3.8%
е	376	3.8%
и	376	3.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	10024	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
т	1848	18.4%
а	1848	18.4%
р	1300	13.0%
с	924	9.2%
н	924	9.2%
д	924	9.2%
м	752	7.5%
п	376	3.8%
е	376	3.8%
и	376	3.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	10024	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
т	1848	18.4%
а	1848	18.4%
р	1300	13.0%
с	924	9.2%
н	924	9.2%
д	924	9.2%
м	752	7.5%
п	376	3.8%
е	376	3.8%
и	376	3.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	10024	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
т	1848	18.4%
а	1848	18.4%
р	1300	13.0%
с	924	9.2%
н	924	9.2%
д	924	9.2%
м	752	7.5%
п	376	3.8%
е	376	3.8%
и	376	3.8%

Разрешить сообщать
Categorical

Distinct	2
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	10.3 KiB

да	962
нет	338

Length

Max length	3
Median length	2
Mean length	2.26
Min length	2

Characters and Unicode

Total characters	2938
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	да
2nd row	да
3rd row	нет
4th row	да
5th row	нет

Common Values

Value	Count	Frequency (%)
да	962	74.0%
нет	338	26.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
да	962	74.0%
нет	338	26.0%

Most occurring characters

Value	Count	Frequency (%)
д	962	32.7%
а	962	32.7%
н	338	11.5%
е	338	11.5%
т	338	11.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	2938	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
д	962	32.7%
а	962	32.7%
н	338	11.5%
е	338	11.5%
т	338	11.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	2938	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
д	962	32.7%
а	962	32.7%
н	338	11.5%
е	338	11.5%
т	338	11.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	2938	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
д	962	32.7%
а	962	32.7%
н	338	11.5%
е	338	11.5%
т	338	11.5%

Маркет_актив_6_мес
Real number (ℝ)

Distinct	41
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.2537692

Minimum	0.9
Maximum	6.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.3 KiB

Quantile statistics

Minimum	0.9
5-th percentile	2.4
Q1	3.7
median	4.2
Q3	4.9
95-th percentile	5.8
Maximum	6.6
Range	5.7
Interquartile range (IQR)	1.2

Descriptive statistics

Standard deviation	1.0148139
Coefficient of variation (CV)	0.23856816
Kurtosis	0.62060502
Mean	4.2537692
Median Absolute Deviation (MAD)	0.7
Skewness	-0.44478178
Sum	5529.9
Variance	1.0298472
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
4.1	94	7.2%
3.9	83	6.4%
4.4	82	6.3%
4	71	5.5%
5.5	68	5.2%
4.3	66	5.1%
4.9	60	4.6%
3.5	50	3.8%
4.6	49	3.8%
3.3	47	3.6%
Other values (31)	630	48.5%

Value	Count	Frequency (%)
0.9	11	0.8%
1.4	5	0.4%
1.5	8	0.6%
1.7	12	0.9%
2.4	42	3.2%
2.6	20	1.5%
2.7	8	0.6%
2.9	7	0.5%
3	16	1.2%
3.1	16	1.2%

Value	Count	Frequency (%)
6.6	12	0.9%
6.3	12	0.9%
6.1	12	0.9%
5.9	5	0.4%
5.8	27	2.1%
5.7	28	2.2%
5.6	25	1.9%
5.5	68	5.2%
5.4	23	1.8%
5.3	27	2.1%

Маркет_актив_тек_мес
Categorical

Distinct	3
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	10.3 KiB

4	669
5	323
3	308

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	1300
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	5
2nd row	4
3rd row	3
4th row	5
5th row	3

Common Values

Value	Count	Frequency (%)
4	669	51.5%
5	323	24.8%
3	308	23.7%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
4	669	51.5%
5	323	24.8%
3	308	23.7%

Most occurring characters

Value	Count	Frequency (%)
4	669	51.5%
5	323	24.8%
3	308	23.7%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	1300	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
4	669	51.5%
5	323	24.8%
3	308	23.7%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	1300	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
4	669	51.5%
5	323	24.8%
3	308	23.7%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	1300	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
4	669	51.5%
5	323	24.8%
3	308	23.7%

Длительность
Real number (ℝ)

Distinct	658
Distinct (%)	50.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	601.89846

Minimum	110
Maximum	1079
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.3 KiB

Quantile statistics

Minimum	110
5-th percentile	184
Q1	405.5
median	606
Q3	806
95-th percentile	997.05
Maximum	1079
Range	969
Interquartile range (IQR)	400.5

Descriptive statistics

Standard deviation	249.85629
Coefficient of variation (CV)	0.41511369
Kurtosis	-0.99301711
Mean	601.89846
Median Absolute Deviation (MAD)	200
Skewness	-0.062817461
Sum	782468
Variance	62428.165
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
600	7	0.5%
449	7	0.5%
627	7	0.5%
788	6	0.5%
744	6	0.5%
503	6	0.5%
511	6	0.5%
684	6	0.5%
509	6	0.5%
324	6	0.5%
Other values (648)	1237	95.2%

Value	Count	Frequency (%)
110	1	0.1%
121	4	0.3%
125	1	0.1%
129	2	0.2%
131	1	0.1%
132	1	0.1%
133	1	0.1%
134	1	0.1%
135	1	0.1%
136	3	0.2%

Value	Count	Frequency (%)
1079	1	0.1%
1076	1	0.1%
1073	1	0.1%
1072	1	0.1%
1065	1	0.1%
1064	1	0.1%
1061	2	0.2%
1057	2	0.2%
1056	1	0.1%
1052	1	0.1%

Акционные_покупки
Real number (ℝ)

Distinct	42
Distinct (%)	3.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.31980769

Minimum	0
Maximum	0.99
Zeros	3
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	10.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0.13
Q1	0.17
median	0.24
Q3	0.3
95-th percentile	0.95
Maximum	0.99
Range	0.99
Interquartile range (IQR)	0.13

Descriptive statistics

Standard deviation	0.24984314
Coefficient of variation (CV)	0.7812293
Kurtosis	2.1774728
Mean	0.31980769
Median Absolute Deviation (MAD)	0.07
Skewness	1.8953925
Sum	415.75
Variance	0.062421595
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=42)

Value	Count	Frequency (%)
0.24	93	7.2%
0.3	85	6.5%
0.28	83	6.4%
0.17	79	6.1%
0.25	72	5.5%
0.14	69	5.3%
0.21	64	4.9%
0.13	64	4.9%
0.16	62	4.8%
0.23	60	4.6%
Other values (32)	569	43.8%

Value	Count	Frequency (%)
0	3	0.2%
0.11	31	2.4%
0.12	20	1.5%
0.13	64	4.9%
0.14	69	5.3%
0.15	49	3.8%
0.16	62	4.8%
0.17	79	6.1%
0.18	23	1.8%
0.19	11	0.8%

Value	Count	Frequency (%)
0.99	30	2.3%
0.98	17	1.3%
0.95	24	1.8%
0.94	43	3.3%
0.93	19	1.5%
0.91	5	0.4%
0.9	11	0.8%
0.89	16	1.2%
0.75	1	0.1%
0.74	1	0.1%

Популярная_категория
Categorical

Distinct	6
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Memory size	10.3 KiB

Товары для детей	330
Домашний текстиль	251
Косметика и аксесуары	223
Техника для красоты и здоровья	184
Мелкая бытовая техника и электроника	174

Length

Max length	36
Median length	21
Mean length	21.603077
Min length	15

Characters and Unicode

Total characters	28084
Distinct characters	29
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Товары для детей
2nd row	Товары для детей
3rd row	Домашний текстиль
4th row	Товары для детей
5th row	Товары для детей

Common Values

Value	Count	Frequency (%)
Товары для детей	330	25.4%
Домашний текстиль	251	19.3%
Косметика и аксесуары	223	17.2%
Техника для красоты и здоровья	184	14.2%
Мелкая бытовая техника и электроника	174	13.4%
Кухонная посуда	138	10.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
и	581	13.7%
для	514	12.2%
техника	358	8.5%
товары	330	7.8%
детей	330	7.8%
домашний	251	5.9%
текстиль	251	5.9%
косметика	223	5.3%
аксесуары	223	5.3%
красоты	184	4.4%
Other values (6)	982	23.2%

Most occurring characters

Value	Count	Frequency (%)
	2927	10.4%
а	2590	9.2%
е	2063	7.3%
о	1980	7.1%
и	1838	6.5%
к	1761	6.3%
т	1761	6.3%
с	1242	4.4%
я	1184	4.2%
д	1166	4.2%
Other values (19)	9572	34.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	28084	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
	2927	10.4%
а	2590	9.2%
е	2063	7.3%
о	1980	7.1%
и	1838	6.5%
к	1761	6.3%
т	1761	6.3%
с	1242	4.4%
я	1184	4.2%
д	1166	4.2%
Other values (19)	9572	34.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	28084	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
	2927	10.4%
а	2590	9.2%
е	2063	7.3%
о	1980	7.1%
и	1838	6.5%
к	1761	6.3%
т	1761	6.3%
с	1242	4.4%
я	1184	4.2%
д	1166	4.2%
Other values (19)	9572	34.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	28084	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
	2927	10.4%
а	2590	9.2%
е	2063	7.3%
о	1980	7.1%
и	1838	6.5%
к	1761	6.3%
т	1761	6.3%
с	1242	4.4%
я	1184	4.2%
д	1166	4.2%
Other values (19)	9572	34.1%

Средний_просмотр_категорий_за_визит
Real number (ℝ)

Distinct	6
Distinct (%)	0.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.27

Minimum	1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.3 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	6
Maximum	6
Range	5
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.3553504
Coefficient of variation (CV)	0.41448023
Kurtosis	-0.70012882
Mean	3.27
Median Absolute Deviation (MAD)	1
Skewness	0.27330771
Sum	4251
Variance	1.8369746
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
3	356	27.4%
2	312	24.0%
4	263	20.2%
5	177	13.6%
1	106	8.2%
6	86	6.6%

Value	Count	Frequency (%)
1	106	8.2%
2	312	24.0%
3	356	27.4%
4	263	20.2%
5	177	13.6%
6	86	6.6%

Value	Count	Frequency (%)
6	86	6.6%
5	177	13.6%
4	263	20.2%
3	356	27.4%
2	312	24.0%
1	106	8.2%

Неоплаченные_продукты_штук_квартал
Real number (ℝ)

Zeros

Distinct	11
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.84

Minimum	0
Maximum	10
Zeros	116
Zeros (%)	8.9%
Negative	0
Negative (%)	0.0%
Memory size	10.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	3
Q3	4
95-th percentile	7
Maximum	10
Range	10
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.9714514
Coefficient of variation (CV)	0.69417302
Kurtosis	0.45521388
Mean	2.84
Median Absolute Deviation (MAD)	1
Skewness	0.76682589
Sum	3692
Variance	3.8866205
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
2	261	20.1%
1	261	20.1%
3	218	16.8%
4	197	15.2%
5	135	10.4%
0	116	8.9%
6	44	3.4%
7	34	2.6%
8	20	1.5%
9	10	0.8%

Value	Count	Frequency (%)
0	116	8.9%
1	261	20.1%
2	261	20.1%
3	218	16.8%
4	197	15.2%
5	135	10.4%
6	44	3.4%
7	34	2.6%
8	20	1.5%
9	10	0.8%

Value	Count	Frequency (%)
10	4	0.3%
9	10	0.8%
8	20	1.5%
7	34	2.6%
6	44	3.4%
5	135	10.4%
4	197	15.2%
3	218	16.8%
2	261	20.1%
1	261	20.1%

Ошибка_сервиса
Real number (ℝ)

Zeros

Distinct	10
Distinct (%)	0.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.1853846

Minimum	0
Maximum	9
Zeros	17
Zeros (%)	1.3%
Negative	0
Negative (%)	0.0%
Memory size	10.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	3
median	4
Q3	6
95-th percentile	8
Maximum	9
Range	9
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.9552976
Coefficient of variation (CV)	0.46717275
Kurtosis	-0.51036217
Mean	4.1853846
Median Absolute Deviation (MAD)	1
Skewness	0.25214048
Sum	5441
Variance	3.8231888
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
4	257	19.8%
3	226	17.4%
5	208	16.0%
2	189	14.5%
6	156	12.0%
7	92	7.1%
1	74	5.7%
8	66	5.1%
0	17	1.3%
9	15	1.2%

Value	Count	Frequency (%)
0	17	1.3%
1	74	5.7%
2	189	14.5%
3	226	17.4%
4	257	19.8%
5	208	16.0%
6	156	12.0%
7	92	7.1%
8	66	5.1%
9	15	1.2%

Value	Count	Frequency (%)
9	15	1.2%
8	66	5.1%
7	92	7.1%
6	156	12.0%
5	208	16.0%
4	257	19.8%
3	226	17.4%
2	189	14.5%
1	74	5.7%
0	17	1.3%

Страниц_за_визит
Real number (ℝ)

High correlation

Distinct	20
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.1769231

Minimum	1
Maximum	20
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.3 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	5
median	8
Q3	11
95-th percentile	15
Maximum	20
Range	19
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.9781261
Coefficient of variation (CV)	0.48650648
Kurtosis	-0.52970033
Mean	8.1769231
Median Absolute Deviation (MAD)	3
Skewness	0.36781673
Sum	10630
Variance	15.825487
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
6	127	9.8%
5	115	8.8%
4	112	8.6%
8	109	8.4%
9	108	8.3%
10	104	8.0%
7	102	7.8%
11	92	7.1%
3	76	5.8%
12	73	5.6%
Other values (10)	282	21.7%

Value	Count	Frequency (%)
1	20	1.5%
2	58	4.5%
3	76	5.8%
4	112	8.6%
5	115	8.8%
6	127	9.8%
7	102	7.8%
8	109	8.4%
9	108	8.3%
10	104	8.0%

Value	Count	Frequency (%)
20	2	0.2%
19	5	0.4%
18	7	0.5%
17	19	1.5%
16	21	1.6%
15	36	2.8%
14	53	4.1%
13	61	4.7%
12	73	5.6%
11	92	7.1%

Выручка_препредыдущий_месяц
Real number (ℝ)

Distinct	790
Distinct (%)	60.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4825.2069

Minimum	0
Maximum	5663
Zeros	3
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	10.3 KiB

Quantile statistics

Minimum	0
5-th percentile	4339
Q1	4583
median	4809
Q3	5053.5
95-th percentile	5442
Maximum	5663
Range	5663
Interquartile range (IQR)	470.5

Descriptive statistics

Standard deviation	405.97966
Coefficient of variation (CV)	0.084137255
Kurtosis	44.439422
Mean	4825.2069
Median Absolute Deviation (MAD)	237
Skewness	-3.6751875
Sum	6272769
Variance	164819.49
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4974	6	0.5%
4940	5	0.4%
4690	5	0.4%
4908	5	0.4%
4648	5	0.4%
4795	5	0.4%
4729	5	0.4%
4833	5	0.4%
5241	5	0.4%
4952	5	0.4%
Other values (780)	1249	96.1%

Value	Count	Frequency (%)
0	3	0.2%
4098	1	0.1%
4102	2	0.2%
4105	1	0.1%
4119	2	0.2%
4128	1	0.1%
4138	1	0.1%
4148	1	0.1%
4156	1	0.1%
4157	1	0.1%

Value	Count	Frequency (%)
5663	1	0.1%
5653	1	0.1%
5641	1	0.1%
5638	1	0.1%
5637	1	0.1%
5633	1	0.1%
5624	1	0.1%
5621	1	0.1%
5618	1	0.1%
5616	1	0.1%

Выручка_предыдущий_месяц
Real number (ℝ)

High correlation

Distinct	1122
Distinct (%)	86.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4936.9204

Minimum	0
Maximum	6869.5
Zeros	3
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	10.3 KiB

Quantile statistics

Minimum	0
5-th percentile	3621.85
Q1	4496.75
median	5005
Q3	5405.625
95-th percentile	6039.8
Maximum	6869.5
Range	6869.5
Interquartile range (IQR)	908.875

Descriptive statistics

Standard deviation	739.598
Coefficient of variation (CV)	0.14980959
Kurtosis	3.985965
Mean	4936.9204
Median Absolute Deviation (MAD)	453.75
Skewness	-0.93560657
Sum	6417996.5
Variance	547005.2
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
5063	4	0.3%
5277.5	4	0.3%
5051	4	0.3%
0	3	0.2%
4914	3	0.2%
4729	3	0.2%
5118.5	3	0.2%
5005.5	3	0.2%
5063.5	3	0.2%
4828	3	0.2%
Other values (1112)	1267	97.5%

Value	Count	Frequency (%)
0	3	0.2%
2890	1	0.1%
2909	1	0.1%
2960	1	0.1%
2970	1	0.1%
3061	1	0.1%
3067	1	0.1%
3111	2	0.2%
3130	2	0.2%
3137	1	0.1%

Value	Count	Frequency (%)
6869.5	1	0.1%
6809	1	0.1%
6716.5	1	0.1%
6658.5	1	0.1%
6604	1	0.1%
6588.5	1	0.1%
6531	1	0.1%
6499	1	0.1%
6457	1	0.1%
6407.5	1	0.1%

Выручка_текущий_месяц
Real number (ℝ)

High correlation Skewed

Distinct	1242
Distinct (%)	95.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5314.9608

Minimum	2758.7
Maximum	106862.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.3 KiB

Quantile statistics

Minimum	2758.7
5-th percentile	3877.66
Q1	4706.05
median	5179.95
Q3	5761.725
95-th percentile	6722.2
Maximum	106862.2
Range	104103.5
Interquartile range (IQR)	1055.675

Descriptive statistics

Standard deviation	2939.7082
Coefficient of variation (CV)	0.55310062
Kurtosis	1098.178
Mean	5314.9608
Median Absolute Deviation (MAD)	523.15
Skewness	31.777248
Sum	6909449.1
Variance	8641884
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
4721.5	3	0.2%
5128.4	3	0.2%
5339.6	3	0.2%
5341.8	2	0.2%
4903.1	2	0.2%
4977.8	2	0.2%
5349.4	2	0.2%
6118.6	2	0.2%
5010.9	2	0.2%
5854.2	2	0.2%
Other values (1232)	1277	98.2%

Value	Count	Frequency (%)
2758.7	1	0.1%
2952.2	1	0.1%
3078.3	1	0.1%
3083.7	1	0.1%
3085.4	1	0.1%
3143.5	1	0.1%
3227	1	0.1%
3232.2	1	0.1%
3237.2	1	0.1%
3267	1	0.1%

Value	Count	Frequency (%)
106862.2	1	0.1%
7799.4	1	0.1%
7605.3	1	0.1%
7557	1	0.1%
7547.8	1	0.1%
7467.9	1	0.1%
7410	1	0.1%
7401.6	2	0.2%
7374	1	0.1%
7370.6	1	0.1%

Время_в_предыдущем_месяце_мин
Real number (ℝ)

High correlation

Distinct	19
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.467692

Minimum	5
Maximum	23
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.3 KiB

Quantile statistics

Minimum	5
5-th percentile	7
Q1	11
median	13
Q3	17
95-th percentile	20
Maximum	23
Range	18
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	3.9320286
Coefficient of variation (CV)	0.29196009
Kurtosis	-0.72579117
Mean	13.467692
Median Absolute Deviation (MAD)	3
Skewness	0.093878289
Sum	17508
Variance	15.460849
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=19)

Value	Count	Frequency (%)
12	119	9.2%
14	118	9.1%
11	115	8.8%
13	110	8.5%
15	106	8.2%
10	100	7.7%
17	93	7.2%
16	81	6.2%
18	81	6.2%
9	77	5.9%
Other values (9)	300	23.1%

Value	Count	Frequency (%)
5	11	0.8%
6	24	1.8%
7	43	3.3%
8	69	5.3%
9	77	5.9%
10	100	7.7%
11	115	8.8%
12	119	9.2%
13	110	8.5%
14	118	9.1%

Value	Count	Frequency (%)
23	6	0.5%
22	10	0.8%
21	26	2.0%
20	50	3.8%
19	61	4.7%
18	81	6.2%
17	93	7.2%
16	81	6.2%
15	106	8.2%
14	118	9.1%

Время_в_текущем_месяце_мин
Real number (ℝ)

Distinct	20
Distinct (%)	1.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13.204615

Minimum	4
Maximum	23
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	10.3 KiB

Quantile statistics

Minimum	4
5-th percentile	7
Q1	10
median	13
Q3	16
95-th percentile	20.05
Maximum	23
Range	19
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.2205892
Coefficient of variation (CV)	0.31962985
Kurtosis	-0.67398316
Mean	13.204615
Median Absolute Deviation (MAD)	3
Skewness	0.21721063
Sum	17166
Variance	17.813374
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
14	138	10.6%
12	118	9.1%
9	109	8.4%
11	106	8.2%
10	104	8.0%
13	96	7.4%
16	81	6.2%
8	72	5.5%
17	70	5.4%
15	68	5.2%
Other values (10)	338	26.0%

Value	Count	Frequency (%)
4	9	0.7%
5	11	0.8%
6	35	2.7%
7	45	3.5%
8	72	5.5%
9	109	8.4%
10	104	8.0%
11	106	8.2%
12	118	9.1%
13	96	7.4%

Value	Count	Frequency (%)
23	8	0.6%
22	30	2.3%
21	27	2.1%
20	51	3.9%
19	58	4.5%
18	64	4.9%
17	70	5.4%
16	81	6.2%
15	68	5.2%
14	138	10.6%

	id	Акционные_покупки	Время_в_предыдущем_месяце_мин	Время_в_текущем_месяце_мин	Выручка_предыдущий_месяц	Выручка_препредыдущий_месяц	Выручка_текущий_месяц	Длительность	Маркет_актив_6_мес	Маркет_актив_тек_мес	Неоплаченные_продукты_штук_квартал	Ошибка_сервиса	Покупательская активность	Популярная_категория	Разрешить сообщать	Средний_просмотр_категорий_за_визит	Страниц_за_визит	Тип сервиса
id	1.000	-0.370	0.486	0.434	-0.072	0.346	-0.095	-0.055	0.341	0.000	-0.255	0.098	0.889	0.092	0.000	0.276	0.530	0.091
Акционные_покупки	-0.370	1.000	-0.331	-0.271	0.014	-0.259	0.026	0.036	-0.275	0.004	0.198	-0.051	0.499	0.051	0.000	-0.205	-0.365	0.046
Время_в_предыдущем_месяце_мин	0.486	-0.331	1.000	0.361	-0.084	0.348	-0.144	-0.123	0.274	0.063	-0.183	0.195	0.530	0.107	0.040	0.148	0.451	0.097
Время_в_текущем_месяце_мин	0.434	-0.271	0.361	1.000	-0.080	0.301	-0.165	0.085	0.226	0.038	-0.215	0.075	0.444	0.048	0.000	0.233	0.299	0.000
Выручка_предыдущий_месяц	-0.072	0.014	-0.084	-0.080	1.000	0.313	0.877	0.020	-0.004	0.055	0.034	0.035	0.170	0.133	0.000	-0.052	-0.063	0.033
Выручка_препредыдущий_месяц	0.346	-0.259	0.348	0.301	0.313	1.000	0.152	-0.032	0.234	0.054	-0.248	0.090	0.324	0.000	0.000	0.146	0.315	0.060
Выручка_текущий_месяц	-0.095	0.026	-0.144	-0.165	0.877	0.152	1.000	0.017	0.000	0.000	0.062	0.044	0.000	0.029	0.000	-0.073	-0.049	0.000
Длительность	-0.055	0.036	-0.123	0.085	0.020	-0.032	0.017	1.000	-0.043	0.107	-0.108	0.103	0.069	0.000	0.190	-0.046	-0.030	0.311
Маркет_актив_6_мес	0.341	-0.275	0.274	0.226	-0.004	0.234	0.000	-0.043	1.000	0.046	-0.134	0.039	0.420	0.079	0.000	0.184	0.320	0.071
Маркет_актив_тек_мес	0.000	0.004	0.063	0.038	0.055	0.054	0.000	0.107	0.046	1.000	0.087	0.069	0.000	0.055	0.087	0.105	0.000	0.074
Неоплаченные_продукты_штук_квартал	-0.255	0.198	-0.183	-0.215	0.034	-0.248	0.062	-0.108	-0.134	0.087	1.000	-0.097	0.386	0.133	0.150	-0.252	-0.165	0.093
Ошибка_сервиса	0.098	-0.051	0.195	0.075	0.035	0.090	0.044	0.103	0.039	0.069	-0.097	1.000	0.168	0.000	0.000	0.008	0.104	0.056
Покупательская активность	0.889	0.499	0.530	0.444	0.170	0.324	0.000	0.069	0.420	0.000	0.386	0.168	1.000	0.213	0.000	0.387	0.588	0.084
Популярная_категория	0.092	0.051	0.107	0.048	0.133	0.000	0.029	0.000	0.079	0.055	0.133	0.000	0.213	1.000	0.051	0.083	0.084	0.048
Разрешить сообщать	0.000	0.000	0.040	0.000	0.000	0.000	0.000	0.190	0.000	0.087	0.150	0.000	0.000	0.051	1.000	0.052	0.034	0.185
Средний_просмотр_категорий_за_визит	0.276	-0.205	0.148	0.233	-0.052	0.146	-0.073	-0.046	0.184	0.105	-0.252	0.008	0.387	0.083	0.052	1.000	0.265	0.130
Страниц_за_визит	0.530	-0.365	0.451	0.299	-0.063	0.315	-0.049	-0.030	0.320	0.000	-0.165	0.104	0.588	0.084	0.034	0.265	1.000	0.079
Тип сервиса	0.091	0.046	0.097	0.000	0.033	0.060	0.000	0.311	0.071	0.074	0.093	0.056	0.084	0.048	0.185	0.130	0.079	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

	id	Покупательская активность	Тип сервиса	Разрешить сообщать	Маркет_актив_6_мес	Маркет_актив_тек_мес	Длительность	Акционные_покупки	Популярная_категория	Средний_просмотр_категорий_за_визит	Неоплаченные_продукты_штук_квартал	Ошибка_сервиса	Страниц_за_визит	Выручка_препредыдущий_месяц	Выручка_предыдущий_месяц	Выручка_текущий_месяц	Время_в_предыдущем_месяце_мин	Время_в_текущем_месяце_мин
0	215348	Снизилась	премиум	да	3.4	5	121	0.00	Товары для детей	6	2	1	5	0.0	0.0	3293.1	13.0	14.0
1	215349	Снизилась	премиум	да	4.4	4	819	0.75	Товары для детей	4	4	2	5	4472.0	5216.0	4971.6	12.0	10.0
2	215350	Снизилась	стандарт	нет	4.9	3	539	0.14	Домашний текстиль	5	2	1	5	4826.0	5457.5	5058.4	8.0	13.0
3	215351	Снизилась	стандарт	да	3.2	5	896	0.99	Товары для детей	5	0	6	4	4793.0	6158.0	6610.4	11.0	13.0
4	215352	Снизилась	стандарт	нет	5.1	3	1064	0.94	Товары для детей	3	2	3	2	4594.0	5807.5	5872.5	8.0	11.0
5	215353	Снизилась	стандарт	да	3.3	4	762	0.26	Домашний текстиль	4	1	1	4	5124.0	4738.5	5388.5	10.0	10.0
6	215354	Снизилась	стандарт	да	5.1	3	431	0.23	Косметика и аксесуары	2	3	7	2	4503.0	5685.0	5869.6	11.0	12.0
7	215355	Снизилась	стандарт	нет	4.7	4	284	0.17	Товары для детей	5	1	6	4	4749.0	3263.0	3772.6	12.0	10.0
8	215356	Снизилась	стандарт	да	4.2	4	192	0.14	Косметика и аксесуары	2	2	1	3	4433.0	4146.5	4566.4	6.0	7.0
9	215357	Снизилась	стандарт	да	3.9	5	154	0.00	Техника для красоты и здоровья	3	3	9	5	0.0	0.0	5986.3	12.0	6.0

	id	Покупательская активность	Тип сервиса	Разрешить сообщать	Маркет_актив_6_мес	Маркет_актив_тек_мес	Длительность	Акционные_покупки	Популярная_категория	Средний_просмотр_категорий_за_визит	Неоплаченные_продукты_штук_квартал	Ошибка_сервиса	Страниц_за_визит	Выручка_препредыдущий_месяц	Выручка_предыдущий_месяц	Выручка_текущий_месяц	Время_в_предыдущем_месяце_мин	Время_в_текущем_месяце_мин
1290	216638	Прежний уровень	стандарт	нет	1.5	3	930	0.29	Мелкая бытовая техника и электроника	2	0	4	16	4613.0	3234.0	4557.4	11.0	14.0
1291	216639	Прежний уровень	стандарт	да	4.8	4	306	0.29	Товары для детей	4	5	3	7	4591.0	4648.0	4827.4	14.0	22.0
1292	216640	Прежний уровень	стандарт	нет	5.7	4	416	0.95	Кухонная посуда	2	3	5	13	4679.0	4212.5	3938.2	23.0	17.0
1293	216641	Прежний уровень	стандарт	да	4.1	4	638	0.22	Техника для красоты и здоровья	4	1	6	14	5176.0	5654.5	6199.2	14.0	12.0
1294	216642	Прежний уровень	премиум	да	4.2	3	991	0.40	Мелкая бытовая техника и электроника	4	3	5	12	5011.0	4589.5	4354.2	19.0	19.0
1295	216643	Прежний уровень	стандарт	да	6.6	3	318	0.24	Техника для красоты и здоровья	5	3	3	11	4704.0	3664.0	4741.7	14.0	7.0
1296	216644	Прежний уровень	стандарт	нет	5.1	4	454	0.21	Домашний текстиль	6	2	3	9	5299.0	4729.0	5353.0	12.0	11.0
1297	216645	Прежний уровень	стандарт	да	4.1	3	586	0.20	Домашний текстиль	3	2	5	7	5334.0	5160.0	5139.2	12.0	18.0
1298	216646	Прежний уровень	стандарт	да	6.3	5	645	0.12	Техника для красоты и здоровья	3	3	5	7	4725.0	4923.0	5224.6	18.0	7.0
1299	216647	Прежний уровень	премиум	да	4.0	5	906	0.94	Техника для красоты и здоровья	4	5	3	12	5183.0	4720.0	4448.3	15.0	10.0

Overview

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(unknown)

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(unknown)

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Interactions

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Sample